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MLOps tools

7 tools tagged “MLOps”, each reviewed against the same criteria: real pricing, verified features, honest pros and cons, and an editorial rating out of 5.

Vertex AI screenshot
4.4

Google Cloud's end-to-end ML and Gemini GenAI platform, billed by usage.

MLOpsGenAIUsage-based
$300 Google Cloud credit, valid 90 days for new accounts
$0.10 / 1M tokens Visit Site →
Weights & Biases screenshot
4.5

The developer-first MLOps platform for experiment tracking, model management and LLM ops (Weave).

MLOpsExperiment TrackingLLM Ops
Free Pro for academic research: up to 100 seats, 200 GB storage
$0 (Free); Pro from $60/mo Visit Site →
Kubeflow screenshot
4.3

Free, open-source MLOps toolkit for Kubernetes — pay only for your cluster

Open SourceMLOpsKubernetes
Free forever under Apache 2.0 — you only pay for infrastructure
Modal screenshot
4.3

Serverless GPU cloud that bills compute by the second

Serverless GPUUsage-basedMLOps
$30/mo free compute credits on Starter, no card needed
$0/mo + usage Visit Site →